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What are the telltale signs of an AI-generated image?

Deepfakes and AI ImagesBy Sotiris Spyrou·Published 2026-07-30
What are the telltale signs of an AI-generated image?

What are the telltale signs of an AI-generated image?

The telltale signs of an AI-generated image include distorted hands with too many fingers, garbled background text that looks like nonsense letters, and strange lighting or shadows that point in the wrong direction. You can also spot these fake pictures by looking for overly smooth skin, blurry backgrounds that seem to melt into objects, and missing reflections in mirrors. These small visual mistakes are the easiest way to figure out if a picture was made by a computer rather than taken by a camera.

As parents and teachers, seeing the sheer volume of artificial images appearing on social media can feel entirely overwhelming. You might scroll through a feed and wonder how on earth you are supposed to keep up, let alone teach a seven-year-old or a fourteen-year-old to navigate this safely. The good news is that you absolutely do not need a degree in computer science to guide the children in your care. Identifying artificial imagery is not about understanding complicated algorithms. It is simply about knowing where to look and taking an extra few seconds to observe the details. Children are naturally curious and highly observant, which makes them brilliant at spotting these inconsistencies once you point them in the right direction.

Instead of viewing this as a terrifying new technological threat, we can reframe it for our young people as a modern game of spot the difference. By calmly looking for the visual clues that computer generation leaves behind, we take away the mystery and the fear. We give children a practical tool they can use every time they open up their favourite apps, empowering them to question what they see on their screens.

Look closely at hands, teeth, and text

One of the most reliable ways to catch an artificial image is to direct your attention straight to the hands of the people in the picture. For reasons relating to how these computer programmes learn, they struggle incredibly hard to recreate human anatomy accurately. If you look closely at an AI-generated photograph of a person, you will frequently see hands that have six or seven fingers, fingers that bend at impossible angles, or hands that seem to blend entirely into the object they are holding. If a child shows you a picture of a celebrity holding a smartphone, encourage them to zoom right in on the fingers. Quite often, the hand will look like a strange fleshy mitten rather than a distinct set of joints.

The same anatomical confusion applies to faces, particularly when it comes to teeth and accessories. Artificial generation tends to overcomplicate small details. A smiling face might feature far too many teeth crowded into a mouth, or teeth that appear to be individually shaped like tiny squares. You might also notice that accessories simply do not make sense. A person might be wearing earrings that do not match, or a pair of glasses where the frames disappear into the cheek and never actually connect to the ears. These are the sorts of tiny physical impossibilities that children find highly amusing once they know to look for them, turning a moment of potential deception into a quick giggle.

Text is another major stumbling block for artificial generation, and it provides an excellent clue for older primary and secondary school children. When a computer creates an image, it does not actually understand language or spell words. It merely tries to replicate the visual shape of letters based on patterns it has studied. Because of this, background text on shop signs, posters, or the logos on clothing will usually look like a bizarre alien language. The letters might appear to be a mix of English, Greek, and completely made-up symbols. If a teenager is looking at a supposed news photograph of a protest, asking them to read the words on the protest banners is a fantastic first step. If the words are unreadable nonsense, the image is almost certainly fake.

Check the background for melting objects and strange shadows

While the main subject of a generated picture might look incredibly convincing at first glance, the background is usually where the illusion falls apart. These programmes focus the vast majority of their processing power on the central part of the prompt, leaving the edges and background details blurry, confused, or entirely illogical. If you look away from the main focus of the image, you will often spot objects that inexplicably melt into one another. A tree branch might turn into a streetlamp, or a car parked in the background might have only three wheels and half a bumper. Teaching children to look past the shiny centre of a picture and investigate the boring bits in the background is a very effective way to build their digital awareness.

Lighting and shadows present another fantastic opportunity for careful observation. In the real world, shadows follow strict physical rules based on where the light is coming from. Artificial generation does not understand physics, so it frequently places shadows in the wrong places entirely. You might see a picture where the bright sun is clearly visible behind a person, yet their face is perfectly illuminated and their shadow falls in the wrong direction. You can ask children to play detective with the lighting. Ask them where the sun or the main light bulb is supposed to be, and then ask if the shadows make sense. Reflections in water or mirrors are equally difficult for computers to get right, often showing a completely different scene or a distorted version of the person standing in front of them.

There is also a general visual quality to many of these images that you can train your eye to recognise, often described as an artificial plastic sheen. Everything in a generated picture tends to look just a little bit too perfect, too smooth, and too glossy. Human skin will look entirely devoid of pores or blemishes, resembling a plastic doll rather than a real person. Clothes will look unnaturally smooth, lacking the typical creases and textures of real fabric. If a photograph of a normal school uniform or a casual jumper looks like it was painted with high-gloss paint, that is a strong signal to pause. Helping young people recognise this overly polished aesthetic helps them understand that real life is messy and textured, not perfectly smooth.

Talk to your children about context and common sense

While spotting weird fingers and melting backgrounds is incredibly useful right now, we have to prepare children for the fact that this technology is constantly improving. In a few years, computers might figure out how to draw hands perfectly and spell words correctly. This means that teaching critical thinking and common sense is the most vital, long-lasting skill we can pass on. We need to encourage children to ask themselves if the picture they are looking at actually makes logical sense in the real world. If a picture shows a famous politician riding a dinosaur, the context is obviously a joke. But if a picture shows a popular musician doing something highly dangerous or illegal, we need to teach children to pause and ask why this picture exists and where it came from.

A practical way to approach this in the classroom or at home is to talk about the source of the image. Ask the child who shared the picture and why they might have shared it. Did it come from a reputable news organisation, or did it randomly appear on a social media feed from an account nobody recognises? We can explain to older children that people sometimes create fake images specifically to cause trouble, spread rumours, or get lots of clicks and likes. By questioning the motive behind the image, children learn to be sceptical consumers of information rather than passive viewers. They begin to understand that just because an image is on a screen does not mean it is a reflection of reality.

Emotions play a massive role in how we interact with fake media, and this is a crucial topic to discuss with young people. Deceptive images are frequently designed to provoke an immediate, intense emotional reaction, such as anger, shock, fear, or extreme excitement. When we feel a sudden burst of emotion, our logical brains tend to switch off, and we are far more likely to believe the image and share it with our friends without checking it first. We can teach children a very simple rule. If a picture makes you feel suddenly furious or incredibly shocked, that is the exact moment you need to stop, take a breath, and look closer. Recognising that emotional trigger is often the best defence against deception.

It is completely natural for adults to feel a sense of anxiety about the rapid changes happening across the internet. Here in the UK, the Online Safety Act has been introduced to help make the internet a safer place for young people, placing more responsibility on the large tech companies to shield children from harmful and deceptive material. This sort of legislation is a positive step forward, but the reality is that the internet is vast, and no law can catch absolutely everything before a child sees it. Therefore, our role as parents and educators remains vital. We are the trusted guides who can help children make sense of the confusing things they encounter on their screens.

The most comforting thing to remember is that you do not need to have all the answers straight away. When a child brings a confusing or worrying image to you, the best response is not a lecture, but a shared investigation. You can sit down together, look at the picture, and openly admit that you are not entirely sure if it is real or fake. By working through the visual clues together, you show the child that it is perfectly acceptable to question things and take time to figure them out. This collaborative approach builds a strong foundation of trust, meaning they are much more likely to come to you the next time they see something strange online.

Ultimately, our goal is to move children away from feeling scared of the internet and towards feeling confident. When children know the tricks of the trade, they stop being potential victims of deception and start becoming active, critical thinkers. They actually enjoy the process of debunking fake images once they realise it is a skill they can master. By having calm, regular conversations about what they see online, we equip them with a mindset that will protect them not just from today’s strange pictures, but from whatever new digital developments come our way in the future.

Try this at home or in class

Here are three simple, practical activities you can use with children to build their confidence in spotting artificial images.

1. Play the zoom-in game Find a few examples of clearly fake, funny images online. Sit down with your child or your students and challenge them to find three physical mistakes by zooming in as far as possible. Ask them to count the fingers, look at the teeth, and check if the earrings match. Turning this into a harmless game removes the fear and builds their observational skills.

2. Practise reading the background Show them a generated picture that includes a busy street or a shop. Ask them to ignore the person in the front and try to read

Frequently asked questions

How can I help children identify artificial images online? You can reframe it as a modern game of spot the difference. Encourage them to zoom in on specific details like hands, background text, and lighting inconsistencies.

Why do artificial images often feature strange hands or teeth? Computer programmes struggle to recreate human anatomy accurately. This frequently results in hands with too many fingers, impossible joints, or overcrowded teeth.

Why is the text in artificial images usually unreadable? When a computer creates a picture, it does not actually understand language or spell words. It merely tries to replicate the visual shape of letters, resulting in nonsense symbols that look like an alien language.

Where should I look if the main subject of a picture looks realistic? You should check the edges and background details where the illusion usually falls apart. Look for objects melting into one another or shadows that point in the wrong direction because artificial generation does not understand physics.

Want to help your child spot this? The Safety Spotters books turn these lessons into stories children remember, and parents and teachers can get a free copy. Get a free book.

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Sotiris Spyrou

Writer at Safety Spotters, a Verity AI imprint, helping families stay safe online.